Featured Publications
MDedup: Duplicate Detection with Matching Dependencies featured image

MDedup: Duplicate Detection with Matching Dependencies

Our system uses automatically discovered MDs, dataset features, and known gold standards to train a model that selects MDs as duplicate detection rules.

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Ioannis Koumarelas, PhD
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Binary Theta-Joins using MapReduce: Efficiency Analysis and Improvements featured image

Binary Theta-Joins using MapReduce: Efficiency Analysis and Improvements

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Ioannis Koumarelas, PhD
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Recent Publications
(2021). Knowledge Transfer for Entity Resolution with Siamese Neural Networks. In ACM JDIQ, 2021.
(2020). MDedup: Duplicate Detection with Matching Dependencies. In VLDB 2020.
(2020). Efficient Discovery of Matching Dependencies. In ACM TODS 2020.